{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘图基础"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\"\"\"\n",
    "    1. 定义\n",
    "        主要用于开发2D表（3D，但是不擅长）\n",
    "        数据分析，基于分析，进行展示\n",
    "    2. 画图流程\n",
    "        创建画布\n",
    "        绘制图像\n",
    "        显示图像\n",
    "    3. matplotlib三层结构\n",
    "        容器层\n",
    "            canvas\n",
    "            figure\n",
    "            axes\n",
    "        辅助显示层\n",
    "            添加x轴、y轴、标题...\n",
    "        图像层\n",
    "            绘制什么样的图像的声明\n",
    "\"\"\"\n",
    "import matplotlib.pyplot as plt  # 包在学习的时候必须每个模块都写，即使重复，等待熟练之后再同一写到第一行\n",
    "\n",
    "\n",
    "# 1. 创建画布\n",
    "plt.figure(figsize=(6, 6), dpi=100)  # dpi像素\n",
    "\n",
    "# 2. 绘制图像\n",
    "x = [1, 2, 3, 4, 5, 6]\n",
    "y = [1, 4, 9, 16, 25, 36]\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 3. 展示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘图之保存图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
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MbaNzOzbx3OdYyX2OAELkAAAA9WLXkWMa/dpiZR06phRP4Gge18DusepMWrvK0PH15n2EDgAA4DfeX71LRwpLldSogc7vnGj3OABQKxwOoyev76XmcRHacaBAv53LfY5AQeQAAAB1bteRYxr16qKKwDErwAOHV1q7xvpPldBxO6EDAAD4OMuyNGVhhiRpwuAUOR3G5okAoPbER4Xp+dHu+xzvr96tt5ZxnyMQEDkAAECdCtbA4TXEEzrCQxz6itABAAB83NKdh7RpT54iQh26vl+y3eMAQK3rlxqvB4e773P88YMN2rSH+xz+jsgBAADqzK4jxzT61SqPqLoluAKH15B27mPk3tBxx3RCBwAA8E1TF6VLkq7qnaSGkWH2DgMAdeTWYW10TscmKi5z6Y4ZK1XAfQ6/RuQAAAB1YrcncGQeKlSreHfgaNEw+AKHV9XQ8eUmQgcAAPA9u48c0+cbciRJE9NSbJ4GAOqOw2H01PW91Cw2Qjv2F+h3763nPocfI3IAAIBat/vIMY2qEjhmTQ7uwOFV9dFV3tBRUuayeywAAABJ0puLM1TusjS4TYI6NYu1exwAqFPxUWF6foz7PsfcVbv09nLuc/grIgcAAKhVBI6fdlb740PH7YQOAADgA4pKyzVzaaYkaWJaqr3DAEA96Z8ar/sv7CBJ+sP7G7R5L/c5/BGRAwAA1JrdR45p9GtVHlFF4Dips9o31r8n9vOEjhxCBwAAsN0Ha3brcGGpWjZsoAs6N7V7HACoN7ed3VbDOnjuc0znPoc/InIAAIBasSfXHTgyDhYqOb6BZk4epJYEjlMa2r7JcaHjjhmEDgAAYA/LsjRlQbokafzgFIU4ebsIQPBwOIyevr6nEmPD9eP+Av2e+xx+hz+1AADAGduT635ElTdwzJo8mMBxGoa2b6LXJvRTWIhDX2wkdAAAAHsszzisjXvyFBHq0Kj+yXaPAwD1LiE6XM+N6i2Hkeas2qV3VmTbPRKqgcgBAADOCIHjzAzr0ET/rhI67iR0AACAeubd4riyV0s1jAyzdxgAsMnANgl6YHhHSdIf3l+vrTn5Nk+E00XkAAAANbY3t0ijqwSOmbfwiKqaqBo65hE6AABAPdqTe0yfbdgriYPjAHDb2W01tH1jFZW6dPv0lSos4T6HPyByAACAGtmbW6RRry5S+sFCJTVyB46kRpF2j+W3hnWofHTVvI05umsmoQMAANS9NxdnqNxlaWDreHVuHmv3OABgK4fD6OkbeqlpTLi27zuq37+3we6RcBqIHAAAoNpODByzJhM4asPZVULH5xvcoaO0nNABAADqRlFpuWYuzZIk3Tgk1d5hAMBHNI4O13Oj3fc53l2ZrXeWZ9k9En4GkQMAAFTL3twijX5tMYGjjpzdoYleHd+3InTcOYPQAQAA6saHa3brUEGJWsRF6ILOiXaPAwA+Y1CbBN13QQdJ0u+5z+HziBwAAOC0eQPHzgMFPKKqDp3TsSmhAwAA1CnLsjRlYbokafzgVIU4eYsIAKq6/dx2Ffc57uA+h0/jTzAAAHBacvIqA0fLhu7AkRxP4KgrJ4aOu2asInQAAIBasyLjsDbszlN4iEOj+ifbPQ4A+Bxnlfsc2/Yd1R/f5z6HryJyAACAn5WTV6RRr1YGjlmTCRz1oSJ0OB36bMNeQgcAAKg13i2OK3u1VKOoMHuHAQAf1Tg6XM+Oct/neGdFtmavyLZ7JJwEkQMAAPyknLwijSZw2Oacjk31rwmVoePumYQOAABwZvbmFunT9XslSRPTUu0dBgB83OC2CbrXe5/jvfXaxn0On0PkAAAAp+QNHDsIHLY6t0ro+HQ9oQMAAJyZ6UsyVO6yNKB1vLq0iLV7HADweXec205D2iXoWGm57pixUsdKyu0eCVUQOQAAwEntI3D4lHM7NtW/xleGjntmEToAAED1FZWWa8aSTEnSJLY4AOC0OB1Gz9zQW01iwrU156j++MF6u0dCFUQOAADwP/Z5bnAQOHzLuZ0qQ8cn6wgdAACg+j5eu0cHC0rUPC5Cw7sk2j0OAPiNJjHhenZULzmM9PbybM1ZyX0OX0HkAAAAx9mXV6RRr1UGjpm3EDh8ybmdmuqV8X0qQse9s1YTOgAAwGmxLKvi4Pi4QSkKcfK2EABUR1rbxrr7/PaSpN/OXa/t+7jP4Qv40wwAAFSoCBz7C9QiLkIzbxmkVgkEDl9zXqfEitDx8bo9hA4AAHBaVmYe0bpduQoLcWj0gFZ2jwMAfumu89orra3nPsf0Vdzn8AFEDgAAIMlzg6NK4Jg1eTCBw4ed1ylRL487PnSUEToAAMBP8G5xjOzZQvFRYfYOAwB+yukwemZULzWODteWnHz9+cMNdo8U9IgcAABA+/LdgeNHAodfOb+zO3SEOo0+XrdH9xA6AADAKeTkFenTdXskSRM5OA4AZ6RpTISeHdVLxkizlmVp7iruc9iJyAEAQJDbl1+k0a9WBo6Zk3lElT85v3OiXhnXtzJ0vEXoAAAA/2v64gyVuSz1T22kbi3j7B4HAPzekHaNdfd5Ve9zHLV5ouBF5AAAIIhVDRzNPYEjJSHK7rFQTceFjrWEDgAAcLzisnLNWJopSZqU1trmaQAgcNx9fnsNbpOgwpJy3TljpYpKuc9hByIHAABBal9+kca8tqQicMwicPi18zsn6uWxlaHjXkIHAADw+GTdHh04WqJmsREa3jXR7nEAIGA4HUbPjuqlxtFh2ryX+xx2IXIAABCE9ucXa8xrS7R931ECRwC5oEtl6PiI0AEAADymLEiXJI0fnKJQJ28FAUBtahoboWdu6C1jpJlLs/T+6l12jxR0+JMNAIAgsz+/WKNfW1wROGbeQuAIJBd0SdRLVULHfW+vIXQAABDEVmUe1prsXIWFODSqf7Ld4wBAQDqrfWPddW47SdIjc9bpx/3c56hPRA4AAIJI1cDRLNYdOFIbEzgCzYVVQseHa3brfkIHAABBa8rCdEnSFT1bKCE63N5hACCA3XNBBw1qE6+CknLdMZ37HPWJyAEAQJBwP6KqMnDMmkzgCGQXdknUi2P6KNRp9AGhAwCAoLQvr0ifrNsjSZqUlmrvMAAQ4Nz3OXorIcp9n+MvH220e6SgQeQAACAIeAPHNgJHUBnetdlxoeOBdwgdAAAEk+lLMlVabqlfSiN1axln9zgAEPASYyP09A29ZIw0Y0mmPliz2+6RggKRAwCAAHfg6PGBYyaBI6h4Q0eIw+j91YQOAACCRUmZS9OXZEqSJrLFAQD1ZliHJrrTc5/j4XfXaueBApsnCnxEDgAAAtiBo8Ua/ao7cCTGhmvm5EFqTeAIOsO7NtOLY48PHeUuy+6xAABAHfpk3R4dOFqsxNhwjejWzO5xACCo3HN+ew1o7b7PcTv3OeockQMAgABVdYMjMTZcsyYPJnAEsYtOCB33v72a0AEAQADzHhwfNzBFoU7e/gGA+hTidOj50e77HJv25OlR7nPUKf6UAwAgAHkDx9YcAgcqXdS1mV6o+ugqQgcAAAFpddYRrc46ojCnQ6MHtrJ7HAAISomxEXrqhl6S3DeSPuQ+R50hcgAAEGAOHC3W2NeWVASOmbfwiCpUGtGtMnS8R+gAACAgTfVscVzWs7kaR4fbOwwABLGzOzTRHee2lSQ9PGcd9znqCJEDAIAActATOLbk5KtpjDtwtGkSbfdY8DHu0NG7InQ8yI0OAAACxr78In201v23hW9Ma23zNACA+y7ooAGp8TpaXKY7uM9RJ4gcAAAEiINHizWmSuCYNZnAgVMb0a15ReiYu2oXoQMAgAAxc0mWSsst9WnVUN2T4uweBwCCXojToedG91Z8VJg27snT3z7eZPdIAYfIAQBAACBwoCZGdGuu50dXho5fEToAAPBrJWUuvbkkQ5I0aQhbHADgK5rFReip63tKkt5YnFGxcYfaQeQAAMDPHTxarLH/rvKIKgIHquHi7u7Q4XQYzSF0AADg1z5dv0f784vVNCZcF3drZvc4AIAqzunYVLed477P8dC765TOfY5aQ+QAAMCPeQPH5r2VgaMtgQPVdHH35nqhauiYTegAAMAfTfEcHB83KEWhTt7yAQBf88CFHdQvpZH7PscM7nPUlhr9iWeMSTDGpBljGtf2QAAA4PQcKiipCBxNCBw4Q8eFjpWEDgAA/M2arCNalXlEYU6HRg9oZfc4AICTCHE69PyY3moUGaoNu/P090+4z1Ebqh05jDGjJG2X9KKkTM+PZYzpZoxZZow5bIx5whhjanlWAADgcaigRGNeW1wROGYROFALjnt01cpd+vXstYQOAAD8xFTPFsdlPZqrSUy4vcMAAE6peVwDPXVDL0nStEUZ+mTdHnsHCgDVihzGmIaSnpc01LKs3pJulfS4MSZc0oeSVkjqJ6mLpEm1OikAAJD0v4Fj5i0EDtSeS6qEjndXZhM6AADwA/vzi/XRWvebZBPTUu0dBgDws87t2FS/PNt9n+M3s9cq4yD3Oc5EdTc5YiTda1nWes+P10hqJOliSXGS7rcs60dJj0i66VTfxBgTboyJ9b483xcnmL4kQ3//ZBPPZgMAVPifR1TdMkjtmhI4ULsu6d5cz42qDB2/eZfQAQCAL5u5NFMl5S71btVQPZMb2j0OAOA0PDDcfZ8jv7hMd85YpeIy3gOuqWpFDsuysizLmi5JxphQSQ9KmiOpp6TFlmUVej51rdzbHKfysKTcKq/sas4d8A4eLdbfPt6kV+fv0KXPfa+VmYftHgkAYLPDnsCxaU+eGkcTOFC3Lu1RGTpmryB0AADgq0rLXXpzcYYkaRJbHADgN0KdDj03urcaRoZq3a5cvfrdDrtH8ls1PTzeU1KOpOGS7pUUK2mn9+cty7IklRtjGp3iWzwm9+aH95VUkzkCWUJ0uJ4b1VtNYsL14/4CXfvyQj32KVsdABCsDheUaEyVwDFrMoEDde/SHs317KheFaHjoXfXykXoAADAp3y6fq/25RerSUy4Lu7W3O5xAADV0KJhAz11fU9d2zdJNw1tbfc4fqtGkUPuTY3zJW2Q9LqkMknFJ3xOkaTIk32xZVnFlmXleV+S8ms4R0C7oEuivrhvmK7q3VIuS/rXdzt02fM/aHXWEbtHAwDUo/8NHAMJHKg3l/VoURE63vFsdBA6AADwHd6D42MHtlJYSE3f5gEA2OW8Ton653U9FRkWYvcofqtGf/pZbqvkPi4+UtIhSU1O+LQYSSVnNB3UMDJMT9/QS69N6KcmMeHavu+orn5pgf7x6Wa2OgAgCJz4iCp34OCUFerXZT1a6JkbCB0AAPiaddm5WpFxWKFOozEDW9k9DgAAtqhW5DDGnGeMeaLKh8o8/9wsaVCVz0uVFC53/EAtuNCz1XFlrxZyWdIr3/3IVgcABDhv4Ni4J0+No8M08xYCB+xzeU9CBwAAvmaKZ4vj0u7N1TQmwt5hAACwSXU3OTZLutUYM9kYkyzpH5LmSfpYUpwxZoLn8x6S9KVlWawa1KKGkWF6ZlRvvTq+rxpHV251PP7ZZhWX8V81AASSI4UlGvefqoFjkNonEjhgL2/ocBjpnRXZemgOoQMAALscOFqsD9fsliRNGsJz3AEAwatakcOyrN2SrpP72PgGuW9ujLcsq0zSZEmvGGNyJF0rd+hAHRjetZm+uG+YRnq2Ol7+9kdd9twPWsNWBwAEhCOF7g2ODbsJHPA9l/dsoWdH9ZbDSG8vJ3QAAGCXWUszVVLuUs/khuqV3NDucQAAsI2xrNr7P6XGmJaS+klaaFnW/mp8Xayk3NzcXMXGxtbaPMHg8w179du563TgaImcDqNbh7XRPRe0V3iI0+7RAAA1cGLgmHHLIHUgcMAHfbBmt+6dtUouS7qhX7Ieu7q7HA5j91gAAASF0nKXznr8a+XkFevpG3rqqt5Jdo8EAECty8vLU1xcnCTFWZaVd6rPq9Hh8VOxLGuXZVnvVydw4Mxc1LWZvrjvbF3Rs4XKXZZeYqsDAPxW1cCREEXggG+7omcLPePZ6HhreZYenrOOjQ4AAOrJ5xv2KievWI2jw3VJ9+Z2jwMAgK1qNXLAHo2iwvTc6N56ZVxfNY4O07Z9R3X1ywv1xOfc6gAAf+G9weENHDMnEzjg+67o2UJPe250vLU8S4/MJXQAAFAfpixIlySNGdiKJzkAAIIekSOAjOjWTPPuO1uXe7Y6XvzmR13x/AKty861ezQAwE/wBo71uwgc8D8je7WsCB2zlmXpt+8ROgAAqEvrd+VqecZhhTiMxg1sZfc4AADYjsgRYOKjwvT86N56ZVwfJUSFaUtOvq58aYH++fkWtjoAwAflFpYeFzh4RBX8UdXQMXMpoQMAgLo0ZWG6JOmS7s3VNDbC3mEAAPABRI4ANaJbc31x/9m6rEdzlbssvfDNdrY6AMDH5BaWaux/Fh8XODo2I3DAP43s1VJPXV81dKwndAAAUMsOHi3WB2t2S5ImDUm1dxgAAHwEkSOAxUeF6YUxffTy2OO3Op6ct0UlZS67xwOAoFZ1gyOewIEAcWXvqqEjk9ABAEAtm7UsSyVlLvVIilPv5IZ2jwMAgE8gcgSBi7s317z7hulSz1bH819v1xUv/KD1u9jqAAA7eAPHul25io8K00wCBwLIlb1b6snre1aEjt+9T+gAAKA2lJa79ObiDEnSpLRUGWNsnggAAN9A5AgSCdHhenFMH700to/io8K0eW++Rr64QE+x1QEA9Sq3sFTj/1sZOGbcMpDAgYBzVe+kitAxYwmhAwCA2jBvQ4725BapcXSYLu3R3O5xAADwGUSOIHNJ9+b64r5hurS7e6vjObY6AKDe5B5zB4612ZWBo1OzWLvHAuqEN3QYT+j4PaEDAIAzMtVzcHzMgFYKD3HaOwwAAD6EyBGEEqLD9eLYPnpxTOVWx5UvLtBTX2xlqwMA6kjusVKN/09l4Jh+M4EDge+q3kl6yhM6phM6AACosQ27c7U0/ZBCHEZjB6XYPQ4AAD6FyBHELu3hvtVxSfdmKnNZeu6rbRr54gJt2M1WBwDUpqqBo1FkqKbfPFCdmxM4EByu6p2kJ6+rDB1/+IDQAQBAdXm3OC7u3lyJsRH2DgMAgI8hcgS5xtHhemlsX70wprcaRYZq0548jXxhgZ5mqwMAakXusVJNqBI4ZtwyiMCBoHN1n8rQ8eZid+iwLEIHAACn41BBid5bvVuSNCmNLQ4AAE5E5IAk6bIeLfTF/Wfr4m7urY5nPVsdG3fn2T0aAPgtb+BYQ+AAdHWfJP3z2srQ8fv3CR0AAJyOWcsyVVLmUveWcerTqpHd4wAA4HOIHKjg3uroo+dHV251XPHCD3rmy60qLWerAwCqI/dYqSb8d2lF4Jh+M4EDuKYvoQMAgOooK3fpzUUZkqSJaakyxtg8EQAAvofIgeMYY3R5zxaad9/ZGtHVvdXxzJfbNPIFtjoA4HTlFXkCR9aRisDRpQWBA5DcoeOJKqHjD+9vIHQAAHAKX2zM0e7cIiVEhemyHs3tHgcAAJ9E5MBJNYkJ18vj+ui50b3VMDJUGz1bHc9+uY2tDgD4CXlFpRr/H3fgaEjgAE7q2iqh443FGYQOAABO4XXPwfHRA1opItRp7zAAAPgoIgdOyRijK3q20Bf3na2LuiaqzGXp6S+36soXF2jTHrY6AOBEJwaOGQQO4JSu7Zuk/7umR0Xo+OMHhA4AAKrauDtPS3cektNhNG4QB8cBADgVIgd+VpOYcL0yrq+eHdVLDSNDtWG3e6vjua/Y6gAAr7yiUk04boNjIIED+BnX9UuuCB3TFhE6AACoaqpni2NEt2ZqFhdh7zAAAPgwIgdOizFGI3u11Lz7hunCLokqLbf01BdbddVLC7R5L1sdAIKbN3CsrhI4uraIs3sswC9c1y9Zj1cJHX8idAAAoMMFJXpv9S5J0o1pqfYOAwCAjyNyoFqaxkTo1fHurY64BqFavytPlz//g55nqwNAkMorKtXE/1YGjjdvInAA1XV9ldAxldABAIBmLctScZlLXVvEqm9KI7vHAQDApxE5UG3erY4v7q/c6njSs9WxZW++3eMBQL3J9wSOVZlHFNfAHTi6tSRwADVxfb9kPX51Zej484cbCR0AgKBUVu7Sm4szJEmT0lJljLF5IgAAfBuRAzXm3ep4+oaeFVsdlz3/vV74epvK2OoAEODyi0o1oUrgmH4zgQM4U9f3rwwdUxamEzoAAEHpy0052nXkmOKjwnR5zxZ2jwMAgM8jcuCMGGN0Ve8kfXHfMF3QualKyy39c95WXfXSQrY6AASsEzc4CBxA7SF0AACC3RTPwfHRA5IVEeq0dxgAAPwAkQO1omlshF6b0K9iq2Pdrlxd/vwPevGb7Wx1AAgo3sCxksAB1Blv6JAIHQCA4LJpT54W7zgkp8No3KAUu8cBAMAvEDlQa07c6igpd+mJz7fo6pcXamsOWx0A/F9+Uakmvb6MwAHUg+v7J+vxa7pLcoeOv3xE6AAABL5pi9IlSSO6NlPzuAb2DgMAgJ8gcqDWebc6nryup2IjQrQ2O1eXPcdWBwD/drS4TJNeX6YVGYcJHEA9uaF/q4rQ8foCQgcAILAdKSzR3FW7JEkT01LtHQYAAD9C5ECdMMbomr5J+uL+s3Vep8qtjmteXqhtbHUA8DNHi8s08b9LtSLjsGIjQggcQD26oX8r/ePqytDx6EebCB0AgID01rIsFZW61KV5rPqnNrJ7HAAA/AaRA3UqMTZC/5nYT/+8rqdiIkK0JjtXlz73g176lq0OAP7hfwPHIAIHUM9GDagMHf9dsJPQAQAIOOUuS9MWZUiSJqWlyhhj80QAAPgPIgfqnDFG1/ZN0hf3VW51/N9nW3TNK4vY6gDg044Wl2lSlcDx5s0D1T2JwAHYYdSAVnqsSuj468eEDgBA4PhyU452HTmmRpGhuqJXC7vHAQDArxA5UG+axbm3Op64tod7qyPriC59/ge9/O2PbHUA8DnewLG8SuDokdTQ7rGAoDZ6QCv9/Sp36PjPDzv1N0IHACBATFmQLskd9SNCnfYOAwCAnyFyoF4ZY3Rdv2R9cd/ZOqdjE5WUufT4Z5t17SuLtH3fUbvHAwBJ7sBx4+vuwBFD4AB8ypiBlaHj34QOAEAA2LI3X4t2HJTTYTRuUIrd4wAA4HeIHLBFs7gIvT6pv/7Ps9WxOuuILnnue/3rux9V7uKNCgD28QaOZenuwDGdwAH4nDEDW+lvV3WT5A4df/+E0AEA8F9TF6VLkoZ3SVTLhg3sHQYAAD9E5IBtjDG6vl+y5t03rGKr47FPN+ualxey1QHAFgUnBI43byJwAL5q7MCUitDx2veEDgCAf8otLNXclbskuQ+OAwCA6iNywHbN4xq4tzqu6aGYcLY6ANijoLhMk04IHD2TG9o9FoCfMHZgiv56ZWXoeOzTzYQOAIBfeXt5lo6VlqtTsxgNaB1v9zgAAPglIgd8gjFG1/dP1uf3DdOwDpVbHde9slA/7merA0Ddcm9wLKsIHG8QOAC/MW5QZeh4df4OQgcAwG+Uu6yKR1XdOCRVxhh7BwIAwE8ROeBTWjRsoKk39tfj13RXTHiIVmYe0SXPfq/X5u9gqwNAnfAGjqXphxQT7g4cvQgcgF8ZNyhFj1YJHf8gdAAA/MDXm/cp+/AxNYwM1cheLe0eBwAAv0XkgM8xxuiG/q0qtjqKy1z62yeb2OoAUOsKist045QqgeNmAgfgr8ZXCR3/InQAAPzAlIU7JUmj+rdSRKjT5mkAAPBfRA74LO9Wxz+u7q5otjoA1LKKwLGTwAEEivGDUvToyK6SPKHjM0IHAMA3bcvJ14LtB+Uw0rhBreweBwAAv0bkgE8zxmjUAPdWx9D2jSu2Oq7/1yLtYKsDQA0VlhwfOKbdNIDAAQSI8YNTK0PHd4QOAIBvmrIwXZI0vEszJTWKtHcYAAD8HJEDfqFlwwaa9osBesyz1bEi47AufvZ7/ft7tjoAVE9hSZkmvX584OjdqpHdYwGoReMHp+ovVULH459tIXQAAHxG7rFSzVm5S5I0MS3V3mEAAAgARA74DWOMRp+w1fHXjzfphn8t0s4DBXaPB8APFJZ4jox7AsdUAgcQsCZUCR2vfPcjoQMA4DPeWZ6lY6Xl6tQsRoPaxNs9DgAAfo/IAb/j3er4+1XdFRXm1PKMwxrxzHy2OgD8JG/gWLLzkKI9gaMPgQMIaCeGjv/7nNABALBXucvStEUZktxbHMYYmycCAMD/ETngl4wxGjPQvdVxVrvKrY5Rry5SOlsdAE5QWFKmX0ypDBzTCBxA0KgaOl7+ltABALDXN5v3KfNQoeIahOrKXi3tHgcAgIBA5IBfS2oUqTduGqC/XdVNUWFOLUs/rBHPztd/f9gpF1sdAFQZOBbvIHAAwWrC4FT9+YrK0PEEoQMAYJOpi9IlSaP6J6tBmNPeYQAACBBEDvg9Y4zGDkzRZ/cO05B2CSoqdekvH23UqFcXs9UBBLnCkjLdNGV5ReCY+gsCBxCsJqZVho6XCB0AABts35ev77cdkMNI4wal2D0OAAABg8iBgJEcH6k3bxqov17p3upYmn6IrQ4giB0rKddNU5Zr0Y6DFYGjbwqBAwhmE9NS9afLu0hyh45/ziN0AADqz9SF7lscF3ROVHJ8pM3TAAAQOIgcCCjGGI0b5N7qSGtbZavjtcXKOMhWBxAsjpWU6xdTllUJHP0JHAAkSZOGtK4IHS9+Q+gAANSPvKJSvbsyW5I0aUiqvcMAABBgiBwISN6tjkev7KbIMKeW7jykEc98rykL2OoAAl3VwBEV5vQEjni7xwLgQyYNaa0/VgkdT87bSugAANSpd5Znq7CkXB0TYzS4TYLd4wAAEFCIHAhYDofR+EEp+vzeYRrcJkHHSsv1pw83avRri5V5sNDu8QDUgWMl5bppamXgmHbTAAIHgJO6sUroeOGb7YQOAECdcbksTfMcHJ+YlipjjL0DAQAQYIgcCHjJ8ZGafvNAPTqyqyLDnFqy85Auema+pi5MZ6sDCCDewLHwRwIHgNNz45DW+sNllaHjqS8IHQCA2vft1n3KOFio2IgQXdm7hd3jAAAQcIgcCAoOh9H4wan6/N5hGtQmXsdKy/XHDzaw1QEEiGMl5bp5WmXgcB8ZJ3AA+Hm/OKsydDz/NaEDAFD7Xl+QLkkaNaCVIsNC7B0GAIAARORAUEmOj9SMmwfpLyO7qkGoe6tjxLPzNW0RWx2Av/IGjgXbKwNHv1QCB4DT94uzWuv3VULH04QOAEAt2b7vqL7fdkDGSOMHpdg9DgAAAYnIgaDjcBhN8Gx1DGwdr8KScv3h/Q0a8+/FyjrEVgfgT4pKy3XLtOUVgWMKgQNADd1UJXQ8R+gAANQS7y2OCzonKjk+0t5hAAAIUEQOBK1WCZGaecsg/fkK91bH4h3uWx1vsNUB+IWi0nLdPHW5fth+QJGewNGfwAHgDNx0Vmv97tLOkjyh48tthA4AQI3lFZXq3RXZkqRJaan2DgMAQAAjciCoORxGE9NS9dm9QzXAs9Xx+/c3aOy/l7DVAfiwEwPHVAIHgFpy89A2laHjq216+sttNk8EAPBXs5dnq6CkXO2bRiutbYLd4wAAELCIHICklIQozbplkP50eRc1CHVq0Y6D7q2OxRlsdQA+xvuIKgIHgLryP6Hji602TwQA8Dcul1XxqKqJaakyxtg7EAAAAYzIAXg4HEaThrR2b3WkerY63luvcf9hqwPwFd7A8f02zyOqbiRwAKgbNw9to99e4g4dzxI6AADV9N3W/Uo/WKiYiBBd3ael3eMAABDQiBzACVISojRr8iD98fIuigh1aOGPBzXimfl6c3EGz+UGbHSywDGgNYEDQN25ZdjxoeOZLwkdAIDTM2VhuiTphn7JigwLsXcYAAACHJEDOAmHw+jGIa312T3DNCA1XgUl5fqdZ6sj+zBbHUB9OzFwvD6pP4EDQL24ZVgbPXJJJ0nSM18SOgAAP+/H/Uf13db9MkaaMDjV7nEAAAh4RA7gJ6Q2dm91/OEy91bHgu0HddHT8zV9CVsdQH0pKi3X5DdW6PttB9Qg1B04BrbhcCOA+jN5WNvjQsezHCMHAPyENxZlSJLO79RUrRIibZ4GAIDAR+QAfobDYfSLs1rr03uGqX9qIxWUlOu3c9dr/H+WstUB1DFv4Ji/db8ahDo15UYCBwB7TB7WVg9f7A4dT3+5ldABADip/KJSvbM8S5I0Ka21zdMAABAciBzAaWrdOEqzJg/W7z1bHT9sP6ARz3yvGUsy2eoA6sCJgeN1AgcAm9169vGh47mvCB0AgOO9uyJbBSXlatc0WkPa8e+uAADUByIHUA1Oh9FNnq2OfimNdLS4TI/MXacJ/12qXUeO2T0eEDBOFjgGETgA+IBbz26rhzyh46kvCB0AgEoul6WpnkdVTUxLlTHG5okAAAgORA6gBlo3jtJbtw7W7y7trPAQh77fdkAXPT1fM5ey1QGcqaLSct1aJXD8dxKBA4Bv+eUJoeN5QgcAQNL8bfu180CBYiJCdHXvlnaPAwBA0CByADXkdBjdPLSNPr1nqPp6tjoensNWB3AmvIHjuyqBY3BbAgcA3/PLs9vqNyPcoeNJQgcAQNKUhemSpOv7JSsqPMTeYQAACCJEDuAMtWkSrbdPstUxi60OoFqKSsv1yzfdgSMi1EHgAODzbjvn+NDxwteEDgAIVjsPFOjbLftljDRhcIrd4wAAEFSIHEAt8G51fHLPUPVp1VBHi8v00Jx1mvj6Mu1mqwP4Wd7A8e0Wd+B4fdIAAgcAv3DbOW316xEdJUn/nEfoAIBgNdWzxXFex6ZKSYiydxgAAIJMtSKHMWakMWaHMabMGLPEGNPZ8/EbjTHrjTFHjDEzjTGN62ZcwLe1bRKtd36Zpt9e4t7qmL91vy56er7eWsZWB3AqRaXluq1K4GCDA4C/uf2cdseFjhe/2W7zRACA+nS0uEyzV2RLch8cBwAA9eu0I4cxpq2k1yU9JKmlpAxJ/zbGXCDpOUn3SeopKVbS3NofFfAPTofRLcPcWx29WzVUfnGZfvPuOk16fZn25LLVAVRVXOYOHN9UCRxpbenkAPzP7ee0068ucoeOJz7fQugAgCDy7opsHS0uU5smUTqrHf8uCwBAfavOJkdnSY9YlvW2ZVk5kl6W1E/SBEn/tizrC8uyMiT9StJZxhj+Gi6CWtsm0Zr9yzQ9ckknhYU49N3W/Rr+1Hy9vSyLrQ5A7sDxyzeqBI6JBA4A/u2OcwkdABBsXC5LUxelS5ImpaXK4TD2DgQAQBA67chhWdZHlmW9UuVDHSVtl9RYUmaVj5d7/ll2qu9ljAk3xsR6X5JiqjEz4DecDqPJw9rqk7uHqleye6vj1++u1Y1T2OpAcDtp4OBvvQEIAIQOAAgu328/oB37CxQdHqKr+yTZPQ4AAEGpRofHjTFhkh6U9JKk1ZKuMMZ4/7rCjZKWWpaV+xPf4mFJuVVe2TWZA/AX7ZpG693b0vTwxe6tjm+37Nfwp+fr7eVsdSD4uB9RtbIicPyHwAEgwJwYOl76ltABAIHKe3D8un5Jig4PsXcYAACClKnJG6zGmP+TNFxSf7m3MD6U1EBSkaTBkiZYlvXGT3x9uKTwKh+KkZSdm5ur2NjYas8D+JPt+/L14DtrtTrriCTp3I5N9NjVPdQsLsLewYB64A0cX2/ep/AQ9w2OIQQOAAHqha+36Z/ztkqSfj2io24/p53NEwEAalP6gQKd++S3sizpmwfPUevGUXaPBABAQMnLy1NcXJwkxVmWlXeqz6v2Jocx5kJJv5Q0xrKsUsuyDlmWNUTS9ZLWStosacZPfQ/Lsooty8rzviTlV3cOwF+1axqj2b8crIc8Wx3fbNmvC5/+Tu+w1YEAV1xWrtsJHACCyJ3ntdeDwztIkv7vsy16+dsfbZ4IAFCbpi3KkGW5/+IagQMAAPtUK3IYY9pImi7pNsuyNp7w07slXS3pYcuyyv/niwFUCHE69Muz2+rju85Sz+SGyi8q069mr9VNU5drb26R3eMBtc4bOL4icAAIMnee114PXOgOHY9/tpnQAQABoqC4TO8sz5IkTUxLtXcYAACC3GlHDmNMA0kfSXpP0vvGmGjPy3uL4y5Jmy3Leq/WpwQCVPvEGL37y8H6zYhOCnM69PXmfRr+9HeavSKbrQ4EjOKyct0xvTJw/GcigQNAcLnr/ONDxyvfEToAwN/NWZmt/OIytWkcpWHtm9g9DgAAQa06mxwXSeos6Ra5Hy/lfaUYYxpK+rWkB2p7QCDQhTgduu2ctvr47rPUMylOeUVlevCdNbp56nLl5LHVAf/mDRxfbqoMHGe1J3AACD53nd9e93tCxz8+JXQAgD+zLEtTPAfHJwxOkcNhfvoLAABAnTrtyGFZ1nuWZZmTvNItyzpiWVaCZVnL6nJYIJC1T4zRu7el6dcjOirM6dBXm/fpwqe+07tsdcBPlZS5jgsc/57Yj8ABIKjdfULo+BehAwD80g/bD+jH/QWKDg/RNX2T7B4HAICgV+3D4wDqTojTodvPaaeP7j5LPTxbHQ+w1QE/VFLm0u3TVxwXOIayxg8Auvv89rrvAnfoeIzQAQB+acqCdEnStX2TFBMRau8wAACAyAH4og6JMZpzW5p+dVFHhTpNxVbHnJVsdcD3uQNH5QbHaxMIHABQ1T0XtNe9F7SX5A4dr84ndACAv8g4WKCvt+yT5H5UFQAAsB+RA/BRIU6H7ji3nT66a6i6t3Rvddz/9hrdMm2F9rHVAR9VGThyFOYJHMM6EDgA4ET3XtChInT8/RNCBwD4i2mLMmRZ0tkdmqhNk2i7xwEAACJyAD6vY7MYzb29cqvjy005uvDp+Zq7iq0O+JaSMpfumFEZOP5N4ACAn3TvBR10z/mVoeO1+TtsnggA8FMKisv09vIsSdKkIan2DgMAACoQOQA/cOJWR+6xUt33lmerI5+tDtjPGzi+2EjgAIDquO/CytDxt0826d/fEzoAwFfNWbVL+UVlat04SmfzOFYAAHwGkQPwIx2bxWjO7Wl64MIOlVsdT83Xe6t2sdUB25SUuXRnlcDBI6oAoHqqho6/fkzoAABfZFmWpi5Ml+S+xeFwGHsHAgAAFYgcgJ8JdTp01/nt9cGdZ6lby1jlHivVvW+t1q1vsNWB+ucNHPOqBI6zCRwAUG33XdhBdxM6AMBnLdh+UNv3HVVUmFPX9k2yexwAAFAFkQPwU52bx2ru7UMqtjrmbczR8Kfn6/3VbHWgfpSWu3TXzMrA8er4vgQOADgD913QntABAD5qimeL49q+SYqJCLV3GAAAcBwiB+DHqm51dG0RqyOFpbpnlnurY39+sd3jIYCVlrs3OD7fUBk4zunY1O6xAMCvGWPcoeO8dpIIHQDgKzIPFuqrzTmSpAlpqfYOAwAA/geRAwgAnZvH6r07hui+CzooxOHe6rjw6e/Y6kCdIHAAQN0xxrgfXVUldPznh502TwUAwe2NxemyLGlYhyZq2yTa7nEAAMAJiBxAgAh1OnTPBe6tji7NK7c6bntzJVsdqDWl5S7dNWOVO3A4CRwAUBe8oeMuT+h49KONhA4AsElhSZneWpYlSZqUlmLzNAAA4GSIHECA6dIiVu/fOUT3XtBeIQ6jzzbs1fCnv9OHa3az1YEz4g0cn23YqzCnQ/+aQOAAgLpijNH9J4SO/xI6AKDezV21S3lFZUpJiNQ5Hfh3XwAAfBGRAwhAoU6H7r2gQ8VWx+HCUt01c5Vue3OlDhxlqwPVV1ru0t0zjw8c5xI4AKBOeUPHnee6Q8dfCB0AUK8sy9JUz8HxCYNT5XAYewcCAAAnReQAAliXFu5bHfecX7nVceFT3+mjtbvtHg1+xBs4Pl3vCRzjCRwAUF+MMXpg+PGh4/UFhA4AqA+LfjyorTlHFRnm1HX9kuweBwAAnAKRAwhwYSEO3XdhB71/5xB1ahajw4WlunPGKt0+fQVbHfhZpeUu3TOrMnC8Mr6Pzu1E4ACA+uQNHXec21aS9OcPCR0AUB+meLY4rumTpNiIUHuHAQAAp0TkAIJE1xZx+uDOs3S3Z6vjk3V7Nfzp+fp47R67R4OP8gaOT9ZVBo7zOiXaPRYABCVjjB4c3vG40DGF0AEAdSbrUKG+3JQjSZrIwXEAAHwakQMIImEhDt1/YQe9d4d7q+NQQYnumLFSd0xfqYNsdaCK0nKX7p21uiJwvDyOwAEAdvOGjtvPcYeOPxE6AKDOvLk4Qy5LGtq+sdo1jbF7HAAA8BOIHEAQ6tbSs9VxXjs5HUYfr9ujC9nqgIc3cHy8bo9CnUYvj+uj8zsTOADAFxhj9KuLjg8d3qO4AIDacaykXLOWZUmSJqWl2jsMAAD4WUQOIEiFhTh0//COev/ErY4ZbHUEs7ITAscr4/oSOADAx3hDx22e0PHHDzYQOgCgFr23epdyj5WqVXykzunIPToAAHwdkQMIct6tjru8Wx1r92j40/P16Tq2OoJNWblL9xA4AMAvGGP06xNCx7RF6fYOBQABwLIsTVmQLkmaMDhFToexdyAAAPCziBwAFBbi0APDO+q924eoY2KMDhaU6LbpK3XnjJU6VFBi93ioB2XlLt3zVpVHVI0lcACAr/OGjl+e7Q4df3if0AEAZ2rxjkPakpOvBqFOXdcv2e5xAADAaSByAKjQPSlOH9w1RHee697q+GjtHl341HdsdQS4isCxtjJwXNCFwAEA/sAYo9+MIHQAQG2ZsnCnJOmavi0V1yDU5mkAAMDpIHIAOE54iFMPXtRRc29PU4fE6IqtjrtmrmKrIwCVlbt0b5XA8RKBAwD8jjd03Hp2G0nu0PEGoQMAqi37cKG+2JgjSZo4ONXeYQAAwGkjcgA4qR5JDfXhXWfpjnPbyukw+nDNbg1/+jt9tn6v3aOhlngDx0dVAseFBA4A8EvGGD00olNF6Pg9oQMAqu2NxRlyWdJZ7RqrfWKM3eMAAIDTROQAcErhIU796qJOFVsdB46W6JdvrtDdM1fpMFsdfq2s3KX73l5TETheHNOHwAEAfq4idAyrEjoWZ9g8FQD4h2Ml5XprWZYkaWJaqr3DAACAaiFyAPhZ3q2O289pK4eRPlizWxey1eG3vIHjwzW7KwLH8K7N7B4LAFALjDF66OJOmuwNHe+tJ3QAwGl4f/UuHSksVXJ8A53Xqand4wAAgGogcgA4LeEhTv16RCfNvX2I2jet3Oq4ZxZbHf6krNyl+z2BI8RB4ACAQGSM0cMnhI43CR0AcEqWZWnKwnRJ0oRBqXI6jL0DAQCAaiFyAKiWnsnurY7bPFsd76/erQufnq95G9jq8HXewPGBJ3C8NJbAAQCByhs6bhnaWpL0O0IHAJzSkp2HtHlvvhqEOnV9v2S7xwEAANVE5ABQbRGhTv1mRCfNuX2I2jWN1oGjxZr8xgrdO2uVjhSy1eGLyspdeuCdysDxIoEDAAKeMUaPXNL5uNAxfQmhAwBONNWzxXFVn5aKiwy1dxgAAFBtRA4ANdYruaE+uuss/fJs91bHe56tji825tg9GqrwBo73V1cGjosIHAAQFLyh4+az3KHjt3PXa8aSTJunAgDfsevIMX3u2UqfxMFxAAD8EpEDwBmJCHXqoYs76d3b0tS2SZT25xfrlmnLdd9bq9nq8AHlLuu4wPHCGAIHAAQbY4x+e2ll6Hhk7jpCBwB4vLk4Qy5LSmuboA6JMXaPAwAAaoDIAaBW9G7VSB/fPVS3nt1GDiPNXbVLFz49X1+y1WGbcpel+99efVzgGNGNwAEAwcgbOm4idABAhaLScs1c6v69kC0OAAD8F5EDQK2JCHXq4Ys7a3aVrY6bpy3X/W+tVm5hqd3jBZVyl6UHjgscvQkcABDkjDH63Qmhw/vmHgAEow9W79aRwlIlNWqg8zsn2j0OAACoISIHgFrXx7vVMcy91TFn1S5d+PR3+moTWx31wRs43jsucDS3eywAgA/who5fDHGHjofnEDoABCfLsvS65+D4hMEpcjqMvQMBAIAaI3IAqBMRoU49fIl7q6NNkyjtyy/WTVOX6/632eqoS+UuSw++s6YicDw/msABADieMUa/v+z40DGL0AEgyCxLP6xNe/IUEerQ9f2S7R4HAACcASIHgDrVp1UjfXL3UE0e1kbGSHNW7tLwZ77T15vZ6qht3sAxd9UuOT2B4+LuBA4AwP/yho4bh6RKkh4idAAIMlMW7pQkXdU7SQ0jw2yeBgAAnAkiB4A6FxHq1COXdNbsX6apTeMo5eQV6xdTluuBt9co9xhbHbWh3GXpV1UCxwsEDgDAzzDG6A+XdTkudLy1jNABIPDtPnJMn29w/6WriWkpNk8DAADOFJEDQL3pm9JIn9wzVLcMbS1jpHdXZmv409/pm8377B7Nr3kDxxwCBwCgmk4MHb95l9ABIPC9uThD5S5Lg9skqFOzWLvHAQAAZ4jIAaBeRYQ69dtLu2j2LwdXbHXcOGWZHnyHrY6aKHdZ+tXsysDBI6oAANXlDR2T0lIluTc63l6WZe9QAFBHikrLNdPzeL6Jnt/3AACAfyNyALBF35R4fXLPUN18lnurY/aKbF309Hx9s4WtjtNVEThWVgaOSwgcAIAaMMboj5e7Q4dlSb+Zs5bQASAgfbBmtw4Xlqplwwa6oHNTu8cBAAC1gMgBwDYRoU797rIueufWwWrdOEp784p04+vL9Cu2On5WucvSr2evrQgcz40icAAAzgyhA0CgsyxLUxemS5LGD05RiJO3RAAACAT8iQ7Adv1S4/XJ3UN1k2er4x3PVse3bHWcVLnL0m/eXat3V2ZXBI5LexA4AABn7qShYzmhA0BgWJ5xWBt25yki1KFR/ZPtHgcAANQSIgcAn9AgzKnfX9ZFb986WKkJkdqbV6RJry/Tr2evUV4RWx1e3sAxe4U7cDw7qheBAwBQq7yhY+LgFHfoeJfQASAwTPFscVzZq6UaRobZOwwAAKg1RA4APqV/arw+vWeYfjHEvdXx9nL3Vsd3W/fbPZrtXC5LD50QOC7r0cLusQAAAcgYoz9d0fW40PEOoQOAH9uTe0yfrd8riYPjAAAEGiIHAJ/TIMypP1zeRW9Ndm917Mkt0sT/LtVvZq8N2q0Ol2eD4x1P4HjmBgIHAKBueUPHBE/o+DWhA4Afm744U+UuSwNbx6tz81i7xwEAALWIyAHAZw1o7d7quHFIqoyR3lqepYuenq/5QbbVUTVwOIz0zA29dHlPAgcAoO4ZY/TnE0LH7BXZdo8FANVSVFquGUszJUk3Dkm1dxgAAFDriBwAfFqDMKf+eHlXzbplkFI8Wx0T/rtUD727VvlBsNVxYuB4dlRvAgcAoF55Q8f4Qe7Q8avZawgdAPzKR2v36FBBiVrEReiCzol2jwMAAGoZkQOAXxjYJkGf3jNUkzzPz521LPC3OlwuSw/NqbLBQeAAANjEGKO/jCR0APA/lmVpysKdkqTxg1MV4uRtEAAAAg1/ugPwG5FhIfrTFV311uRBahUfqd2erY6H5wTeVoc3cLy9vDJwXEHgAADYyBs6xg1qVRE63iV0APBxKzMPa/2uPIWHODSqf7Ld4wAAgDpA5ADgdwa2SdBn91ZudcxcmqURz3yv77cFxlaHy2Xp4TnrKgLH0zf0InAAAHyCMUaPjuxWEToeJHQA8HGvL0iXJF3Zq6UaRYXZOwwAAKgTRA4Afsm71THzlkFKjm+gXUeOafx/lurhOet0tLjM7vFqzBs43lqeVRE4RvZqafdYAABUMMboL1d009iBlaFjzkpCBwDfsze3SJ+t3ytJmuj5C1IAACDwEDkA+LXBbRP02T3DNHFwiiRp5tJMXfT0fP2w7YDNk1Wfy2XpkbkEDgCA73M43Bsd3tDxwDuEDgC+Z/qSDJW5LA1oHa8uLWLtHgcAANQRIgcAvxcVHqI/j+x23FbHuP8s0SNz/Werwxs4Zi0jcAAA/IM3dIypEjrmriJ0APANxWXlmrEkU5IqHnMLAAACE5EDQMDwbnVM8Gx1zFji3upYsN23tzpcLku/fa8ycDx1PYEDAOAfHA6jv1YJHfe/TegA4Bs+WrNHBwtK1DwuQsO7JNo9DgAAqENEDgABJSo8RH8Z2U0zbhmopEburY6x/16i3/roVoc3cMxcWhk4ruxN4AAA+A9v6Bg9wLPRQegAYDPLsjRlYbokadygFIU4eesDAIBAxp/0AAJSWtvG+vzeYRo/yL3VMX1JpkY8M18LfWirwx041lcEjiev70ngAAD4JYfD6G9XukOHyxM63lu1y+6xAASplZlHtG5XrsJCHBo9oJXd4wAAgDpG5AAQsKLCQ/Told3+v707j7K7ru8//vpkZ0kCYUkGwqJsBpkBlCWCoGE3Q38qbmhra1utay3aRWh//mx/PyuuVWttrbUVa7HWqhXNBFRwQYEgss1AQLYkJGQSlpAFCBAy398fM5NMMgkEyMz33szjcc4cmHtn7rxPzrlnlud9fz/5xtt7tzqWPLw2b/nKtfnw927JozVvdWwMHPduCByvPXp6rTMBwPOxMXTsl54q+eC3bsolNwkdwPD7Wt8Wx6uP3CdTdhlX7zAAwJATOYAd3gkH75nLzjs5vzOz91VcX5+3KGd+7spcfXc9Wx09PVX+9yW9gaMIHADsQHpDR+uG0PGB/xI6gOG1fPXjmdvVnST5PQeOA8CIIHIAI8Ku48fko69pzcVvPz777ta31fEvw7/V0R84vnFtb+D4O4EDgB1Mf+g491ihAxh+F197b57qqXLsgbvniH0n1z0OADAMRA5gRDnx4D3zww+cnLccv3Gr46zPX5lr7n5oyL92T0+VDw8IHJ95g8ABwI5p1KiSj71W6ACG1xNPrc83rl2UxBYHAIwkIgcw4uw6fkw+9trW/Mcf9m51LF6xNm/+l3n5yCVDt9XRHzguHhA4znmJwAHAjkvoAIbb3K7uPPjIk5k2aULOfPG0uscBAIaJyAGMWC8/ZNOtjq9d07vVMe+e7bvV0dNT5f98f2Pg+PTrBQ4ARob+0PGmYzaGju/fvLTusYAd1EVXLUyS/M7M/TN2tD93AMBI4bs+MKL1b3V8/Q+Pyz6TJ2TxirU598u9Wx2PPfn8tzqqqjdw/Me8jYHjdS8VOAAYOUaNKrnwnI2h47xv3ih0ANvdjfc+nJuXrMq4MaPy5uP2r3scAGAYiRwASU46ZK/88AMn583H7Zekb6vjc7/Itc9jq6Oqei9R1R84PiVwADBC9YeONx4zfUPo+IHQAWxHF129MEnyW237ZI9dx9c7DAAwrEQOgD4TJ4zNhee05d//oHer494Vj+VNX56Xv/7+rc96q2NLgeP1AgcAI9ioUSUfP6dtQ+j4E6ED2E7uX/145nZ1J0ne5sBxABhxRA6AzZx86KZbHRddvTCv+vwv8qsFK7bp86uqyv+55NYNgeOTr2sTOAAgG0PHG17at9HxXzcJHcDzdvG192bd+iovPWD3tE6fXPc4AMAwEzkAtqB/q+Nrf3BcWiZPyKKHHsubvnzNM2519AeOr89btCFwvOGY/YZxcgBobKNGlXzidb2hY31PlfP+66bM6RQ6gOfmyad6cvG19yaxxQEAI9WzihyllFeXUu4ppTxVSrm2lDKj7/a3llLuLaU8Ukq5vJRy4JBMCzDMXtG31fGmY/ZLVT39VkdVVfnI9zcGjk8IHACwRZuHjj/5ptABPDdzu7rz4CNPZOqk8TnriGl1jwMA1GCbI0cp5aAkX01yfpJ9kyxK8pW+2/82yWuSHN53+0Xbe1CAukyaMDafeH1bLvr9YzfZ6vi/P5iftU+uT7IxcPz7NRsDxxsFDgDYqv7Q8foBoaOjs7vusYAm03/g+O8cf0DGjnaxCgAYiZ7NTwAzkvxlVVXfqqpqeZJ/SnJMkqOTzKuq6oaqqu5Nbwg5dPuPClCvVx629yZbHf921YLM/vtf5LqFK/LXAwPHOQIHAGyLzUPH+795o9ABbLObFq/MTYtXZtzoUXnz8fvXPQ4AUJMx2/qBVVXN2eymw5LclWR+klNKKUcnuSfJe5P8+Okeq5QyPsn4ATdN3NY5AOrUv9VxVuu0XPCdrix48NG84UvXJMnGwHGswAEA22p0X+ioquQ7NyzJ+795Y+554JG85uh9s9+UneseD2hgX+vb4jj7yJbsuev4p/9gAGCHVaqqevafVMq49MaNz1ZV9cVSypeSvLPv7gVJjq+q6oGn+fy/TvKRzW9ftWpVJk2a9KznAajDqrXr8tE58/Pf1y8ROADgeVrfU+Uvvt2Z79ywZMNtR06fnNmtLZnd2iJ4AJu4f83jOfHjP8m69VW+/74T0zZ9t7pHAgC2s9WrV2fy5MlJMrmqqtVb+7jnGjk+meSMJMcmeWmS7yR5bXrDxwV99x1XbeXBt7LJsUTkAJrR9YseTlVVOebAKXWPAgBNbX1PlW9fvzjfu3Fprl3wUHoG/DZx5PTJaW9ryauOEDyA5POX35nPXn5HXrL/bvnue06sexwAYAgMWeQopZye3qgxs6qq+aWUzybpqarqT/vuL0keTHJqVVU3beNjTkqySuQAAACS5IE1T+SyW5dlbmf34OCx325pb52W2a0tmb674AEjzZNP9eTln/hJ7l/zRD5/7lF59VH71j0SADAEtjVybPOZHElSSnlhkouTvLuqqvkDHmP3AR82MckuSUY/q4kBAAD67DVxfN4684C8deYBG4JHR+fSXLtgRW5evDI3L16Zj829PUfut1vObm3Jq1qnCR4wQlx6S3fuX/NE9p44Pq86oqXucQCAmm3zJkcpZack1yf5ZZIPDrjrt5L8a5K/SrI8yduTHJTk4Kqq1m3jY9vkAAAAntH9ax7PD29Zlo6u7ly7YEUG/jpz1H67pb21JbPbWrLvbjvVNyQwpM75x6tyw70r84HTDs2fnHZI3eMAAENku1+uqpTymiT/s4W7Xpjkd5P8QZKWJLckeUdVVddv67AiBwAA8Gz1B485nd351cLBwePstpa8qlXwgB1J55KV+V//cFXGji65+vxTs9fE8c/8SQBAUxrSg8e3N5EDAAB4Pu5f/XjfJa0GB4+j9+/d8BA8oPl98Fs35bs33JfXHr1vPvumo+oeBwAYQiIHAAAwIvUHjzmd3bluK8FjdmtL9hE8oKk8+MgTOeHCn+TJ9T255L0n5sj9dqt7JABgCIkcAADAiHf/6sdzad8ZHpsHj5fsv1tmCx7QNL5wxZ35zI/vyFH77ZbvvffEuscBAIaYyAEAADDA8tWP57Jbei9pdd2iwcGjvW2fzG6dlpbJggc0mnXre/LyT/wky1c/kc+fe1RefdS+dY8EAAwxkQMAAGArlq9+PJd2dWdu17JBweOlB+zet+EheECj+MHNS/PH/3lj9po4Pld96JSMGzOq7pEAgCEmcgAAAGyD/uDR0dWdXy96eFDw6D/DY9rkCfUNCSPc6/7p6ly/6OGcd9ohOe+0Q+seBwAYBiIHAADAs7Rs1eO59JbuzO3qznULH97kvmM2bHgIHjCcupasym/9wy8zdnTJVeefkr0nev4BwEggcgAAADwP/cGjo7N3w2OgYw7YPe1tLXnVEYIHDLU//dbN+c4NS/Kao/bJ5849uu5xAIBhInIAAABsJ92r1ubSrmXp6OrO9QOCRymbbnhMnSR4wPb04CNP5IQLf5In1/fkf95zQo7ef/e6RwIAhonIAQAAMAS6V63N3K5lmbuV4NHe2pJXCR6wXfzDT+7Mp390R47cb7dc8t4T6x4HABhGIgcAAMAQW7pybS69ZVk6OpfmhntXbri9lOTYA6Zkdus0wQOeo3Xre3LSJ36aZasfz2ffdGRee/T0ukcCAIaRyAEAADCMlq5cm7ldvYeWbyl49J7hMS17Cx6wTeZ0Ls37vnFj9tx1fK46f1bGjxld90gAwDASOQAAAGrSHzw6urpz4+bB48ApObutJWcdMS17TxQ8YGve8KWrc93Ch/P+Uw/JB08/tO5xAIBhJnIAAAA0gPtWrs2lWwkexx3Yu+EheMCmbrlvVc7+wi8zZlTJ1eefYgMKAEYgkQMAAKDB9AePOZ3duWnxyg239wePs9tacqbgAfnz/745/339kvyvI/fJ37/56LrHAQBqIHIAAAA0sCUPP5ZLu5alo2tw8Dj+BVPS3ip4MDI99MgTednHf5Inn+rJd99zQl6y/+51jwQA1EDkAAAAaBL9wWNOV3duHhA8RpXkuBdMSXvbPjnrxdOy18Tx9Q0Jw+SLP70rn/rhb9I2fXIuee+JKaXUPRIAUAORAwAAoAktXvFYLr2lOx1dywYFj+NfsEdmt7UIHuywnlrfk5M++dN0r3o8f/fGI3POS6bXPRIAUBORAwAAoMltCB6d3bl5yaoNt/cHj/5Dy/fcVfBgxzC3qzvvufiG7LnruFx1/ikZP2Z03SMBADUROQAAAHYgi1c8lrld3ZnbNTh4zHzhHpndKnjQ/N74pWvyq4Ur8v5TDs4Hzzis7nEAgBqJHAAAADuo/uDR0dWdzi0Ej/a+S1rtIXjQRG5duirtf//LjBlVctX5p2TqpAl1jwQA1EjkAAAAGAEWr3gsHX0bHpsHj5cd1LfhIXjQBP7i2zfnW79ekt86cp984c1H1z0OAFAzkQMAAGCEufehxzK37wyPrvsGB4/21n1y5ounCh40nBWPPpmXXXhFnniqJ99598vy0gOm1D0SAFAzkQMAAGAEu/ehjRseA4PH6FElL+s7w0PwoFH848/uyicv+01a952c77/vxJRS6h4JAKiZyAEAAECSZNFDj2Zu17J0dC3NLfdt/P2wP3i0t7XkzBdPy5RdxtU4JSPVU+t7cvInf5qlqx7Pp99wZF7/0ul1jwQANACRAwAAgEEWPfTohg2PzYPHCQf1b3gIHgyfS7u68+6Lb8geu4zLVeefkgljR9c9EgDQAEQOAAAAntbCBx/dcIbHrUsHB4/2vuCxu+DBEHrTP1+TaxesyPtmHZw/O/OwuscBABqEyAEAAMA2W/jgxg0PwYPhclv36rzq87/I6FElV33olEybPKHukQCABiFyAAAA8Jz0B4+Ozu7M7x4cPM5ua8kZhwsePH/nf6cz37xucdrbWvLFt7yk7nEAgAYicgAAAPC8LXjw0czdQvAYM6rkhIP3THvrNMGD5+ThR5/MzAuvyBNP9eTb73pZjjlwSt0jAQANROQAAABgu+oPHnM6u3PbFoLH2a0tOePFU7PbzoIHz+xLP787H7/09rx4n0mZ88cvTyml7pEAgAYicgAAADBk7nngkd4Nj65lg4LHiQfvmXbBg6fx1PqevOJTP8t9K9fmU69vyxuO2a/ukQCABiNyAAAAMCz6g8eczu7cvmzNhts3BI+2lpx5+LRM3nlsjVPSSC67ZVne9R/XZ8ou43L1+adkwtjRdY8EADQYkQMAAIBhd/cDj2RuZ3c6ugYHj5cfsmdmtwoeJOd++ZrMu2dF3jvroPz5mS+qexwAoAGJHAAAANRqa8Fj7OgBl7QSPEac25etzlmf+0VGjyr55YdmpWXyTnWPBAA0IJEDAACAhnHX/b2XtJq7heDx8oN7NzwEj5Hhgu925j9/tTjtrS354m+/pO5xAIAGJXIAAADQkPqDR0dnd36zfHDwaG/bJ6cfPjWTdxI8djQrH3syMy+8Io+v68m33vmyHPeCKXWPBAA0KJEDAACAhnfX/WvS0bksc7sGB4+TDtkrs1tbBI8dyD///O5ceOntObxlUjre//KUUuoeCQBoUCIHAAAATaU/eHR0Lc0dyx/ZcHt/8GhvbclpgkfTWt9T5eRP/jT3rVybT76uLW88dr+6RwIAGpjIAQAAQNO6c/madPSd4bF58Di5f8PjxVMzaYLg0Sx+eOuyvPPr12f3ncfmmgtOzYSxo+seCQBoYCIHAAAAO4T+4NHR2Z07798YPMaNHpWTDtkz7W29Gx6CR2N7y7/My9V3P5R3v/KgfOisF9U9DgDQ4EQOAAAAdjh3LF+Tjs7udHR1567NgsfJh+6Z2a2CRyP6zbI1OfNzV2b0qJIr/2JW9t1tp7pHAgAa3LZGjjHDNxIAAAA8P4dOnZhDT5+YD5x+6KDgcflt9+fy2+7fEDza21py2oypmSh41O5r1yxMkpxx+FSBAwDYrmxyAAAA0NSqqsodyx/pu6TV0tz9wKMb7hs3ZlROPmSvtLdNEzxqsuqxdZl54RVZu259/uuPZub4F+5R90gAQBOwyQEAAMCIUErJYdMm5rBpE/OB0w7pDR6dS9PR1Z27H3g0l9+2PJfftnxD8Di7rSWnzthb8Bgm3/r14qxdtz4vmjYxx71gSt3jAAA7GJscAAAA7JCqqspvlq/J3M7uzOnqzj2bbXi84tC90t4qeAyl9T1VXvGpn2bJw2vzide15k3H7l/3SABAk3DwOAAAAPTpDx79Z3hsKXj0bnhMza7jXfRge/nx/OV5x7//OrvtPDbzLjg1E8aOrnskAKBJuFwVAAAA9Cml5EXTJuVF0yblg6cfmtuXrcncru50dHbnngcfzY/nL8+P5/de0uqVh+6VdsFju7jo6gVJknOP3V/gAACGhE0OAAAARqyqqnL7st4Nj7ldvcGjn+Dx/Ny5fE1O/+yVGVWSK/9iVqbvvnPdIwEATcQmBwAAADyDUkpmtEzKjJZJ+dMzDs1t3X0bHl3dWfDgo/nR/OX50fzlGT9mVF552F6Z3Sp4bKuLrl6YJDnj8GkCBwAwZGxyAAAAwGaqqspt3WvS0bU0c7uWZcGADY/+4NHetk9OfdHe2UXwGGTV2nWZ+bErsnbd+vznO2bmZQftUfdIAECTcfA4AAAAbAdVVWV+9+oNZ3gsfOixDfeNHzMqsw7bO7PbWgSPAb7yi3vy0Y7bctjUibnsvJNSSql7JACgyYgcAAAAsJ31B4/+Mzy2FDza21pyyggOHut7qsz69M9y74rHcuE5rXnzcfvXPRIA0IREDgAAABhCVVXl1qWrN5zhsWhA8JgwdtPgsfO4kRM8rrhtef7wa7/O5J3GZt4Fp2ancaPrHgkAaEIiBwAAAAyT/uDR0dW74bF58DjlRXtnduvICB5v/ddr84s7H8w7T35hLpg9o+5xAIAmJXIAAABADQYGj47O7ty7YnDwaG/dJ7NetNcOFzzuun9NTvu7KzOqJD//81nZb8rOdY8EADQpkQMAAABq1h885vSd4TEweOw0dvSGDY8dJXh8+Hu35OvzFuWMw6fmy797TN3jAABNTOQAAACABlJVVW65r2/Do2tpFq9Yu+G+/uDR3taSWYft3ZTnWKx+fF1mfuyKPPbk+nzj7cfnhIP3rHskAKCJiRwAAADQoPqDx5yupZnb1T04eMzYO+2tzRU8/vWXC/L/5szPoVN3zQ/POzmllLpHAgCamMgBAAAATaCqqnTdt2rDGR5LHh4cPM5ubckrGzh49PRUmfWZn2XRQ4/lb197RH77+APqHgkAaHIiBwAAADSZDcGjszsdXZsGj53H9V3SqgGDx09uX54/uOjXmTRhTOb95ak7xPkiAEC9RA4AAABoYlVVpXPJqszt6s6czu7ct3Jw8Di7rTd4TBhbb/D43X/7Va6844G846QX5K/aD691FgBgxyByAAAAwA6iP3j0X9Jq8+Bx6oypaW+dVkvwuPuBR3LqZ36eUpIr/3xW9puy87B+fQBgxyRyAAAAwA6oqqrc3LfhsfXg0ZJXHrbXsASPj1xyS752zaKcNmNqvvJ7xwz51wMARgaRAwAAAHZw/cGjo3Np5nYt2yR47NIXPGYPYfBY8/i6zPzYFXn0yfW5+O3H58SD99zuXwMAGJlEDgAAABhBqqrKTYtXZm5X91aDR3tbS15x6PYLHl+9akH+5gfzc8jeu+ZHHzg5pZTt8rgAACIHAAAAjFD9waOjsztzu7qzdNXjG+7bZdzonHZ474bH8wkePT1VTvnMz7Lwocfy0dcckd+ZecD2Gh8AQOQAAAAAemPETUtWZu4Wgseu48fk1Bl7p721JSc/y+Dx09/cn9//6nWZOGFM5l1wanYZP2YoxgcARiiRAwAAANhET0+VGzdc0qo73ZsFj9Nm7J3Z2xg8fu/ffpWf3/FA3v7yF+R/n334UI8OAIwwQxI5SimvTvLZJPsnuT7J25Icn+SrW/jw36+q6qJtfFyRAwAAAIbRtgSP9rZ9ctIhew4KHvc88EhO+czPU0ry8z+blf332Hm4xwcAdnDbPXKUUg5Kcl2SdyX5eZIvJNk3yawkA3+a2TXJjUmOr6rqnm18bJEDAAAAatIbPB5OR+eyXHrL4OBxet8ZHicfumfGjxmdv/7+rbno6oU5bcbe+crvHVvj5ADAjmooIsfZSaZXVfWlvvdnJbmsqqrxm33cXyY5oKqqd27rsCIHAAAANIaBwWNuV3eWrd4YPCaOH5PTDp+aH89fnkeeeCpf/8PjctIhe9U4LQCwoxryMzlKKe9K8sdVVb14wG0TkixK7xbHwqf53PFJBsaRiUmWiBwAAADQOHp6qtxw78Pp6OrOpV3LNgkeB++9a378gZNTSqlxQgBgR7WtkWPMc3nwUsq4JH+W3vM5BnpLknlPFzj6XJDkI8/lawMAAADDY9SokmMOnJJjDpySD7cfviF43LDo4XzwjMMEDgCgds9pk6OU8skkZyQ5tqqqdQNu/1WSj1RVdekzfL5NDgAAAAAAYIuGbJOjlHJ6eg8fn7lZ4Dg4ycFJLn+mx6iq6okkTwz43Gc7BgAAAAAAMMKNejYfXEp5YZKLk7y7qqr5m939xiRzBoYPAAAAAACAobLNkaOUslOSOUm+l+SSUsqufW/9axhnJfnp9h8RAAAAAABgsGezyXFmkhlJ3pFkzYC3A/oCyPFJrtnuEwIAAAAAAGzBNp/JUVXV95I83eEZ45/mPgAAAAAAgO3qWZ3JAQAAAAAA0ChEDgAAAAAAoCmJHAAAAAAAQFMSOQAAAAAAgKYkcgAAAAAAAE1J5AAAAAAAAJqSyAEAAAAAADQlkQMAAAAAAGhKIgcAAAAAANCURA4AAAAAAKApiRwAAAAAAEBTEjkAAAAAAICmJHIAAAAAAABNSeQAAAAAAACaksgBAAAAAAA0JZEDAAAAAABoSiIHAAAAAADQlEQOAAAAAACgKYkcAAAAAABAUxpT9wADrV69uu4RAAAAAACAmm1rLyhVVQ3xKNswRCn7JllS9xwAAAAAAEBDmV5V1X1bu7NRIkdJsk+SNXXP0mAmpjf+TI9/G2hknqvQHDxXoTl4rkJz8FyFxud5Cs3Bc/XpTUyytHqakNEQl6vqG3CrJWak6m0/SZI1VVW5lhc0KM9VaA6eq9AcPFehOXiuQuPzPIXm4Ln6jJ7x38TB4wAAAAAAQFMSOQAAAAAAgKYkcjS2J5L8Td9/gcbluQrNwXMVmoPnKjQHz1VofJ6n0Bw8V5+nhjh4HAAAAAAA4NmyyQEAAAAAADQlkQMAAAAAAGhKIgcAAAAAANCURA4AYEQopexRSjmhlLJn3bMAAAAA24fI0cD6/hizoJRyYN2zAFtWSnl1KeWeUspTpZRrSykz6p4JGKyUcm6Su5J8Mcm9fe8DDaqUclkp5W11zwEMVkr5QimlGvB2V90zAVtXSvl4KeUHdc8BDFZKedtm31P7395W92zNRuRoUH2vMp2T5MCaRwG2opRyUJKvJjk/yb5JFiX5Sq1DAYOUUnZL8oUkJ1VVdXSSdyb5RK1DAVtVSvntJGfWPQewVS9N0p5k9763o+sdB9iaUsoRSd6T5LyaRwG27BvZ+P109yT7JXkwyZV1DtWMxtQ9AFv1zb63mXUPAmzVjCR/WVXVt5KklPJPSS6rdyRgCyYmOa+qqlv63r85vT9AAg2mlDIlyWeS/KbuWYDBSiljkhyR5Mqqqh6pex5g60opJck/J/lcVVV31z0PMFhVVU8mebL//VLKe5J8t6qqe+qbqjnZ5Ghcf1RV1efrHgLYuqqq5lRV9aUBNx2W3svhAA2kqqrFVVVdnCSllLFJ/izJd+udCtiKzyT5nyTz6h4E2KLWJCXJTaWUtX2Xltu/7qGALXpHkqOSLCilnN33czDQoEopE5L8SZIL656lGYkcDUqxg+ZSShmX3j+c/mPdswBbVko5MsnyJGfEyj40nFLKrCSnJvlQ3bMAW3V4kluTvLnv/9el95XiQAMppeya5KNJ7kwyPckHk1zZ90dUoDG9Jcm8qqoW1j1IMxI5ALaPjyZ5JMmX6x4E2KrO9P4B9db0nqcDNIi+P7r8c5J3V1W1uu55gC2rquriqqpmVlV1XVVVC5K8L8kZpZRJdc8GbOKcJLskOaWqqv+X3hf57Jbkd+scCnha70rypWf8KLbImRwAz1Mp5fT0fjOaWVXVurrnAbasqqoqyY2llLclWVRK2b2qqodrHgvo9eEk11VV1VH3IMCzsjK9L55sSSJQQuOYnuTaqqpWJElVVU+VUjqTvKDesYAtKaUcnOTgJJfXPUuzsskB8DyUUl6Y5OL0vvJ0ft3zAIOVUk4ppXxqwE1P9f23p455gC16S5JXl1JWllJW9r3/j6UUl4GEBlJK+btSyhsH3HRser+fLq5pJGDLFifZabPbDkiyqIZZgGf2xiRzvHD2ubPJAfAclVJ2SjInyfeSXNJ33dMkebTvFeNAY7g9yfdKKXcmuTS9l5f7UVVVq+odCxjgpGz6u8mn03v4+EW1TANszU1J/raUsiy9z9kvJLmoqqrHap0K2FxHki+UUt6V3t9Zz0nvIeSX1TkUsFVnxSWVnxebHADP3ZlJZiR5R5I1A94OqHMoYFNVVS1N8ob0HjZ+a5Kdk7y1zpmATVVVtaSqqoX9b+k95+rBqqoerHk0YICqqv49ybeTXJLeCPmjJO+vcyZgsL7LVJ2V3p9570jvz8HnOtAYGk/fC2iPT3JN3bM0s+LFxgAAAAAAQDOyyQEAAAAAADQlkQMAAAAAAGhKIgcAAAAAANCURA4AAAAAAKApiRwAAAAAAEBTEjkAAAAAAICmJHIAAAAAAABNSeQAAAAAAACaksgBAAAAAAA0JZEDAAAAAABoSv8fhexCcocxbbQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 1. 创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2. 绘制图像\n",
    "x = [1, 2, 3, 4, 5, 6, 7]\n",
    "y = [30, 28, 31, 28, 27, 34, 30]\n",
    "plt.plot(x, y)\n",
    "\n",
    "# 2.1 保存图像，保存图像必须写在创建图像之后，展示图像后，系统就自动释放了图像资源，如果再保存，则对应的图像为空\n",
    "plt.savefig('./image/template.png')\n",
    "\n",
    "# 3. 展示图像\n",
    "plt.show()  # 图像展示后，图像从内存释放图像\n",
    "\n",
    "# plt.savefig('./image/template.png')  # 展示图像后保存，图像会变空\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 绘图之坐标轴的修饰和网格的显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "dark"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import random\n",
    "\n",
    "\n",
    "# 1. 准备数据\n",
    "x = range(60)\n",
    "# 生成温度列表\n",
    "y_shanghai = [random.uniform(10, 15) for i in x]  # uniform(x, y)，表示生成x,y之间的一个随机数n，即n属于数学上的[x, y]（x<y）, 或[y, x],(x>y) \n",
    "y_beijing = [random.uniform(15, 20) for i in x]\n",
    "\n",
    "# 2. 创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 3. 创建图像\n",
    "plt.plot(x, y_shanghai, label=\"上海\", color='r', linestyle=\"-.\")\n",
    "plt.plot(x, y_beijing, label=\"北京\", color='b', linestyle=':')  # 一个画布上添加多条线，直接plt.plot添加即可\n",
    "\n",
    "# 3.1 自定义坐标轴，注意要在创建图像后再自定义！！\n",
    "# 添加描述\n",
    "plt.title(\"北京和上海一小时温度变化\", fontsize=15)\n",
    "plt.xlabel(\"时间\", fontsize=15)\n",
    "plt.ylabel(\"温度\", fontsize=15)\n",
    "# 自定义y轴显示\n",
    "y_ticks = range(40)\n",
    "plt.yticks(y_ticks[::5], fontsize=20, color='w')\n",
    "# 自定义x轴显示\n",
    "# x_ticks_lable = [f\"11点{i}分\" for i in x]\n",
    "x_ticks_label = [\"11点{}分\".format(i) for i in x]  # format方法自动填充字符串中的{}\n",
    "plt.xticks(x[::5], x_ticks_label[::5], fontsize=15, color='w')  # xticks或yticks的第一个参数必须是数字的类型，否则会报错，如果不是则第一个参数用数字替代，\n",
    "#                                            # 第二个参数再写所需参数\n",
    "# plt.xticks(x_ticks_lable[::5])  # 报错\n",
    "    \n",
    "# 添加网格\n",
    "plt.grid(True, linestyle='--', alpha=0.7)  # 第一个参数是是否显示网格线，第二个参数，如果是一个-，则表示是实现，--表示虚线，第三个参数表示可见度，清晰度最高默认为整数\n",
    "\n",
    "# 显示图例\n",
    "plt.legend(fontsize=15, loc='best')  # 有loc属性，如果不写，默认为best\n",
    "\n",
    "# 4. 保存图像\n",
    "plt.savefig('./image/template_shanghai.png')\n",
    "\n",
    "# 5. 展示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# y_shanghai\n",
    "# x_ticks_lable"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 面向对象绘图，显示多个坐标系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2000x800 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plot\n",
    "import random\n",
    "\n",
    "\n",
    "# 1. 准备数据\n",
    "x = range(60)\n",
    "y_beijing = [random.uniform(15, 20) for i in x]\n",
    "y_shanghai = [random.uniform(10, 15) for i in x]\n",
    "\n",
    "# 2. 创建画布，因为是两张图，所以可以指定为一行两列，或者两行一列\n",
    "fig, axes = plt.subplots(nrows=1, ncols=2, figsize=(20, 8), dpi=100)  # nrows表示显示几行，ncols表示显示几列\n",
    "\n",
    "# 3. 创建图像\n",
    "axes[0].plot(x, y_beijing, label='北京', color='r', linestyle='--')\n",
    "axes[1].plot(x, y_shanghai, label='上海', color='g', linestyle='-.')\n",
    "\n",
    "# 3.1 自定义坐标系\n",
    "# 自定义x轴，y轴\n",
    "x_ticks_label = ['11点{}分'.format(i) for i in x]\n",
    "y_ticks = range(40)\n",
    "axes[0].set_xticks(x[::5])\n",
    "axes[0].set_yticks(y_ticks[::5])\n",
    "axes[0].set_xticklabels(x_ticks_label[::5])\n",
    "axes[1].set_xticks(x[::5])\n",
    "axes[1].set_yticks(y_ticks[::5])\n",
    "axes[1].set_xticklabels(x_ticks_label[::5])\n",
    "\n",
    "# 添加描述\n",
    "axes[0].set_xlabel(\"时间\", fontsize=15, color='g')\n",
    "axes[0].set_ylabel(\"温度\")\n",
    "axes[0].set_title(\"北京一个小时温度变化\")\n",
    "axes[1].set_xlabel(\"时间\")\n",
    "axes[1].set_ylabel(\"温度\")\n",
    "axes[1].set_title(\"上海一个小时温度变化\")\n",
    "\n",
    "# 添加描述\n",
    "\n",
    "# 显示网格\n",
    "axes[0].grid(True, linestyle='--', alpha=0.7)\n",
    "axes[1].grid(True, linestyle='-.', alpha=0.7)\n",
    "\n",
    "# 显示图例\n",
    "axes[0].legend(fontsize=15)\n",
    "axes[1].legend(fontsize=15)\n",
    "\n",
    "# 保存图片\n",
    "# axes[0].savefig('./image/beijing.png')\n",
    "# axes[1].set_savefig('./image/shanghai.png')\n",
    "plt.savefig('./image/compair_B_S.png')  # 两个坐标系实在同一个画布上，所以保存图片，还得用matplotlib.pyplot.savefig()方法\n",
    "\n",
    "# 显示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 折线图的应用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
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      "text/plain": [
       "<Figure size 2000x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 0. 准备数据\n",
    "x = np.linspace(-10, 10, 1000)\n",
    "y = np.sin(x)\n",
    "\n",
    "# 1. 创建画布\n",
    "plt.figure(figsize=(20, 8), dpi=100)\n",
    "\n",
    "# 2. 绘制图像\n",
    "plt.plot(x, y, label=\"正弦波\", linestyle=':', color='r')\n",
    "\n",
    "# 2.1 图像描述\n",
    "plt.xlabel(\"x轴\", fontsize=15)\n",
    "plt.ylabel(\"y轴\", fontsize=15)\n",
    "plt.title(\"正弦函数\", fontsize=15, color='g')\n",
    "plt.grid(True, linestyle='--', alpha=0.7)\n",
    "\n",
    "plt.legend(fontsize=15)\n",
    "\n",
    "# 3. 展示图像\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
